Dataset info
| Number of variables | 35 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 402.0 KiB |
| Average record size in memory | 280.1 B |
Variables types
| Numeric | 16 |
|---|---|
| Categorical | 13 |
| Boolean | 2 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 4 |
| Unsupported | 0 |
Warnings
EmployeeCount has constant value "1" | Rejected |
MonthlyIncome is highly correlated with JobLevel (ρ = 0.9502999135) | Rejected |
NumCompaniesWorked has 197 (13.4%) zeros | Zeros |
Over18 has constant value "Y" | Rejected |
StandardHours has constant value "80" | Rejected |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Age
Numeric
| Distinct count | 43 |
|---|---|
| Unique (%) | 2.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 36.92380952 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| Median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range | 13 |
Descriptive statistics
| Standard deviation | 9.135373489 |
|---|---|
| Coef of variation | 0.2474114564 |
| Kurtosis | -0.4041451372 |
| Mean | 36.92380952 |
| MAD | 7.409795918 |
| Skewness | 0.4132863019 |
| Sum | 54278 |
| Variance | 83.45504879 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=43)
Histogram with variable size bins (bins=[18. 23.5 25.5 28.5 36.5 42.5 46.5 55.5 60. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 35 | 78 | 5.3% | |
| 34 | 77 | 5.2% | |
| 31 | 69 | 4.7% | |
| 36 | 69 | 4.7% | |
| 29 | 68 | 4.6% | |
| 32 | 61 | 4.1% | |
| 30 | 60 | 4.1% | |
| 33 | 58 | 3.9% | |
| 38 | 58 | 3.9% | |
| 40 | 57 | 3.9% | |
| Other values (33) | 815 | 55.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 18 | 8 | 0.5% | |
| 19 | 9 | 0.6% | |
| 20 | 11 | 0.7% | |
| 21 | 13 | 0.9% | |
| 22 | 16 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 60 | 5 | 0.3% | |
| 59 | 10 | 0.7% | |
| 58 | 14 | 1.0% | |
| 57 | 4 | 0.3% | |
| 56 | 14 | 1.0% |
Attrition
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Yes | 237 |
| Value | Count | Frequency (%) | |
| No | 1233 | 83.9% | |
| Yes | 237 | 16.1% |
BusinessTravel
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 150 |
| Value | Count | Frequency (%) | |
| Travel_Rarely | 1043 | 71.0% | |
| Travel_Frequently | 277 | 18.8% | |
| Non-Travel | 150 | 10.2% |
| Max length | 17 |
|---|---|
| Mean length | 13.44761905 |
| Min length | 10 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | True |
DailyRate
Numeric
| Distinct count | 886 |
|---|---|
| Unique (%) | 60.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 802.4857143 |
|---|---|
| Minimum | 102 |
| Maximum | 1499 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 165.35 |
| Q1 | 465 |
| Median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1424.1 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range | 692 |
Descriptive statistics
| Standard deviation | 403.5090999 |
|---|---|
| Coef of variation | 0.5028240288 |
| Kurtosis | -1.203822808 |
| Mean | 802.4857143 |
| MAD | 350.2537221 |
| Skewness | -0.003518568352 |
| Sum | 1179654 |
| Variance | 162819.5937 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 102. 1499.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 691 | 6 | 0.4% | |
| 1082 | 5 | 0.3% | |
| 329 | 5 | 0.3% | |
| 1329 | 5 | 0.3% | |
| 530 | 5 | 0.3% | |
| 408 | 5 | 0.3% | |
| 715 | 4 | 0.3% | |
| 589 | 4 | 0.3% | |
| 906 | 4 | 0.3% | |
| 350 | 4 | 0.3% | |
| Other values (876) | 1423 | 96.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 102 | 1 | 0.1% | |
| 103 | 1 | 0.1% | |
| 104 | 1 | 0.1% | |
| 105 | 1 | 0.1% | |
| 106 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1499 | 1 | 0.1% | |
| 1498 | 1 | 0.1% | |
| 1496 | 2 | 0.1% | |
| 1495 | 3 | 0.2% | |
| 1492 | 1 | 0.1% |
Department
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 63 |
| Value | Count | Frequency (%) | |
| Research & Development | 961 | 65.4% | |
| Sales | 446 | 30.3% | |
| Human Resources | 63 | 4.3% |
| Max length | 22 |
|---|---|
| Mean length | 16.54217687 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
DistanceFromHome
Numeric
| Distinct count | 29 |
|---|---|
| Unique (%) | 2.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.192517007 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range | 12 |
Descriptive statistics
| Standard deviation | 8.106864436 |
|---|---|
| Coef of variation | 0.8818982254 |
| Kurtosis | -0.2248334049 |
| Mean | 9.192517007 |
| MAD | 6.572742839 |
| Skewness | 0.9581179957 |
| Sum | 13513 |
| Variance | 65.72125098 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=29)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 10.5 28.5 29. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 211 | 14.4% | |
| 1 | 208 | 14.1% | |
| 10 | 86 | 5.9% | |
| 9 | 85 | 5.8% | |
| 3 | 84 | 5.7% | |
| 7 | 84 | 5.7% | |
| 8 | 80 | 5.4% | |
| 5 | 65 | 4.4% | |
| 4 | 64 | 4.4% | |
| 6 | 59 | 4.0% | |
| Other values (19) | 444 | 30.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 208 | 14.1% | |
| 2 | 211 | 14.4% | |
| 3 | 84 | 5.7% | |
| 4 | 64 | 4.4% | |
| 5 | 65 | 4.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 29 | 27 | 1.8% | |
| 28 | 23 | 1.6% | |
| 27 | 12 | 0.8% | |
| 26 | 25 | 1.7% | |
| 25 | 25 | 1.7% |
Education
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.91292517 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.024164945 |
|---|---|
| Coef of variation | 0.3515932902 |
| Kurtosis | -0.5591149664 |
| Mean | 2.91292517 |
| MAD | 0.7927104447 |
| Skewness | -0.289681082 |
| Sum | 4282 |
| Variance | 1.048913834 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 572 | 38.9% | |
| 4 | 398 | 27.1% | |
| 2 | 282 | 19.2% | |
| 1 | 170 | 11.6% | |
| 5 | 48 | 3.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 170 | 11.6% | |
| 2 | 282 | 19.2% | |
| 3 | 572 | 38.9% | |
| 4 | 398 | 27.1% | |
| 5 | 48 | 3.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 48 | 3.3% | |
| 4 | 398 | 27.1% | |
| 3 | 572 | 38.9% | |
| 2 | 282 | 19.2% | |
| 1 | 170 | 11.6% |
EducationField
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| Life Sciences | 606 | 41.2% | |
| Medical | 464 | 31.6% | |
| Marketing | 159 | 10.8% | |
| Technical Degree | 132 | 9.0% | |
| Other | 82 | 5.6% | |
| Human Resources | 27 | 1.8% |
| Max length | 16 |
|---|---|
| Mean length | 10.53333333 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
EmployeeCount
Constant
This variable is constant and should be ignored for analysis
| Constant value | 1 |
|---|
EmployeeNumber
Numeric
| Distinct count | 1470 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1024.865306 |
|---|---|
| Minimum | 1 |
| Maximum | 2068 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.45 |
| Q1 | 491.25 |
| Median | 1020.5 |
| Q3 | 1555.75 |
| 95-th percentile | 1967.55 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range | 1064.5 |
Descriptive statistics
| Standard deviation | 602.0243348 |
|---|---|
| Coef of variation | 0.5874180063 |
| Kurtosis | -1.223178906 |
| Mean | 1024.865306 |
| MAD | 522.4050757 |
| Skewness | 0.01657401958 |
| Sum | 1506552 |
| Variance | 362433.2997 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.000e+00 2.068e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2046 | 1 | 0.1% | |
| 641 | 1 | 0.1% | |
| 644 | 1 | 0.1% | |
| 645 | 1 | 0.1% | |
| 647 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 649 | 1 | 0.1% | |
| 650 | 1 | 0.1% | |
| 652 | 1 | 0.1% | |
| 653 | 1 | 0.1% | |
| Other values (1460) | 1460 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 7 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2068 | 1 | 0.1% | |
| 2065 | 1 | 0.1% | |
| 2064 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 2061 | 1 | 0.1% |
EnvironmentSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 4 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 453 | 30.8% | |
| 4 | 446 | 30.3% | |
| 2 | 287 | 19.5% | |
| 1 | 284 | 19.3% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 882 | 60.0% | |
| Female | 588 | 40.0% |
| Max length | 6 |
|---|---|
| Mean length | 4.8 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
HourlyRate
Numeric
| Distinct count | 71 |
|---|---|
| Unique (%) | 4.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.89115646 |
|---|---|
| Minimum | 30 |
| Maximum | 100 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| Median | 66 |
| Q3 | 83.75 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range | 35.75 |
Descriptive statistics
| Standard deviation | 20.32942759 |
|---|---|
| Coef of variation | 0.3085304415 |
| Kurtosis | -1.196398456 |
| Mean | 65.89115646 |
| MAD | 17.649248 |
| Skewness | -0.0323109529 |
| Sum | 96860 |
| Variance | 413.2856263 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 30. 100.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 66 | 29 | 2.0% | |
| 42 | 28 | 1.9% | |
| 98 | 28 | 1.9% | |
| 48 | 28 | 1.9% | |
| 84 | 28 | 1.9% | |
| 79 | 27 | 1.8% | |
| 96 | 27 | 1.8% | |
| 57 | 27 | 1.8% | |
| 52 | 26 | 1.8% | |
| 87 | 26 | 1.8% | |
| Other values (61) | 1196 | 81.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 30 | 19 | 1.3% | |
| 31 | 15 | 1.0% | |
| 32 | 24 | 1.6% | |
| 33 | 19 | 1.3% | |
| 34 | 12 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 100 | 19 | 1.3% | |
| 99 | 20 | 1.4% | |
| 98 | 28 | 1.9% | |
| 97 | 21 | 1.4% | |
| 96 | 27 | 1.8% |
JobInvolvement
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 2 | |
| 4 | 144 |
| Value | Count | Frequency (%) | |
| 3 | 868 | 59.0% | |
| 2 | 375 | 25.5% | |
| 4 | 144 | 9.8% | |
| 1 | 83 | 5.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
JobLevel
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.063945578 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.106939899 |
|---|---|
| Coef of variation | 0.5363222319 |
| Kurtosis | 0.3991520554 |
| Mean | 2.063945578 |
| MAD | 0.8324753575 |
| Skewness | 1.025401283 |
| Sum | 3034 |
| Variance | 1.22531594 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 69 | 4.7% | |
| 4 | 106 | 7.2% | |
| 3 | 218 | 14.8% | |
| 2 | 534 | 36.3% | |
| 1 | 543 | 36.9% |
JobRole
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| Sales Executive | 326 | 22.2% | |
| Research Scientist | 292 | 19.9% | |
| Laboratory Technician | 259 | 17.6% | |
| Manufacturing Director | 145 | 9.9% | |
| Healthcare Representative | 131 | 8.9% | |
| Manager | 102 | 6.9% | |
| Sales Representative | 83 | 5.6% | |
| Research Director | 80 | 5.4% | |
| Human Resources | 52 | 3.5% |
| Max length | 25 |
|---|---|
| Mean length | 18.0707483 |
| Min length | 7 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
JobSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 459 | 31.2% | |
| 3 | 442 | 30.1% | |
| 1 | 289 | 19.7% | |
| 2 | 280 | 19.0% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
MaritalStatus
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Married | |
|---|---|
| Single | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 673 | 45.8% | |
| Single | 470 | 32.0% | |
| Divorced | 327 | 22.2% |
| Max length | 8 |
|---|---|
| Mean length | 6.902721088 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
MonthlyIncome
Highly correlated
This variable is highly correlated with JobLevel and should be ignored for analysis
| Correlation | 0.9502999135 |
|---|
MonthlyRate
Numeric
| Distinct count | 1427 |
|---|---|
| Unique (%) | 97.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 14313.1034 |
|---|---|
| Minimum | 2094 |
| Maximum | 26999 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3384.55 |
| Q1 | 8047 |
| Median | 14235.5 |
| Q3 | 20461.5 |
| 95-th percentile | 25431.9 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range | 12414.5 |
Descriptive statistics
| Standard deviation | 7117.786044 |
|---|---|
| Coef of variation | 0.4972915967 |
| Kurtosis | -1.2149561 |
| Mean | 14313.1034 |
| MAD | 6188.083697 |
| Skewness | 0.01857780789 |
| Sum | 21040262 |
| Variance | 50662878.17 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 2094. 26999.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4223 | 3 | 0.2% | |
| 9150 | 3 | 0.2% | |
| 6670 | 2 | 0.1% | |
| 7324 | 2 | 0.1% | |
| 4658 | 2 | 0.1% | |
| 21534 | 2 | 0.1% | |
| 16154 | 2 | 0.1% | |
| 13008 | 2 | 0.1% | |
| 12355 | 2 | 0.1% | |
| 6069 | 2 | 0.1% | |
| Other values (1417) | 1448 | 98.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2094 | 1 | 0.1% | |
| 2097 | 1 | 0.1% | |
| 2104 | 1 | 0.1% | |
| 2112 | 1 | 0.1% | |
| 2122 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 26999 | 1 | 0.1% | |
| 26997 | 1 | 0.1% | |
| 26968 | 1 | 0.1% | |
| 26959 | 1 | 0.1% | |
| 26956 | 1 | 0.1% |
NumCompaniesWorked
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.693197279 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 13.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.498009006 |
|---|---|
| Coef of variation | 0.9275254455 |
| Kurtosis | 0.01021381669 |
| Mean | 2.693197279 |
| MAD | 2.059758434 |
| Skewness | 1.026471112 |
| Sum | 3959 |
| Variance | 6.240048994 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 4.5 8.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 521 | 35.4% | |
| 0 | 197 | 13.4% | |
| 3 | 159 | 10.8% | |
| 2 | 146 | 9.9% | |
| 4 | 139 | 9.5% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 197 | 13.4% | |
| 1 | 521 | 35.4% | |
| 2 | 146 | 9.9% | |
| 3 | 159 | 10.8% | |
| 4 | 139 | 9.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% |
Over18
Constant
This variable is constant and should be ignored for analysis
| Constant value | Y |
|---|
OverTime
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 1054 | 71.7% | |
| Yes | 416 | 28.3% |
PercentSalaryHike
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 15.20952381 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| Median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 3.659937717 |
|---|---|
| Coef of variation | 0.2406346025 |
| Kurtosis | -0.3005982221 |
| Mean | 15.20952381 |
| MAD | 3.055173307 |
| Skewness | 0.8211279756 |
| Sum | 22358 |
| Variance | 13.39514409 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=15)
Histogram with variable size bins (bins=[11. 11.5 14.5 19.5 22.5 25. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 12 | 198 | 13.5% | |
| 15 | 101 | 6.9% | |
| 18 | 89 | 6.1% | |
| 17 | 82 | 5.6% | |
| 16 | 78 | 5.3% | |
| 19 | 76 | 5.2% | |
| 22 | 56 | 3.8% | |
| Other values (5) | 170 | 11.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 12 | 198 | 13.5% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 15 | 101 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 18 | 1.2% | |
| 24 | 21 | 1.4% | |
| 23 | 28 | 1.9% | |
| 22 | 56 | 3.8% | |
| 21 | 48 | 3.3% |
PerformanceRating
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 4 | 226 |
| Value | Count | Frequency (%) | |
| 3 | 1244 | 84.6% | |
| 4 | 226 | 15.4% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
RelationshipSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 4 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 459 | 31.2% | |
| 4 | 432 | 29.4% | |
| 2 | 303 | 20.6% | |
| 1 | 276 | 18.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
StandardHours
Constant
This variable is constant and should be ignored for analysis
| Constant value | 80 |
|---|
StockOptionLevel
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 631 | 42.9% | |
| 1 | 596 | 40.5% | |
| 2 | 158 | 10.7% | |
| 3 | 85 | 5.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
TotalWorkingYears
Numeric
| Distinct count | 40 |
|---|---|
| Unique (%) | 2.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 11.27959184 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros (%) | 0.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| Median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 7.780781676 |
|---|---|
| Coef of variation | 0.6898105701 |
| Kurtosis | 0.9182695366 |
| Mean | 11.27959184 |
| MAD | 6.034188533 |
| Skewness | 1.117171853 |
| Sum | 16581 |
| Variance | 60.54056348 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=40)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 4.5 ... 10.5 17.5 24.5 33.5 40. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 10 | 202 | 13.7% | |
| 6 | 125 | 8.5% | |
| 8 | 103 | 7.0% | |
| 9 | 96 | 6.5% | |
| 5 | 88 | 6.0% | |
| 1 | 81 | 5.5% | |
| 7 | 81 | 5.5% | |
| 4 | 63 | 4.3% | |
| 12 | 48 | 3.3% | |
| 3 | 42 | 2.9% | |
| Other values (30) | 541 | 36.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.7% | |
| 1 | 81 | 5.5% | |
| 2 | 31 | 2.1% | |
| 3 | 42 | 2.9% | |
| 4 | 63 | 4.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 40 | 2 | 0.1% | |
| 38 | 1 | 0.1% | |
| 37 | 4 | 0.3% | |
| 36 | 6 | 0.4% | |
| 35 | 3 | 0.2% |
TrainingTimesLastYear
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.799319728 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 3.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.289270621 |
|---|---|
| Coef of variation | 0.4605656896 |
| Kurtosis | 0.494992986 |
| Mean | 2.799319728 |
| MAD | 0.9743440233 |
| Skewness | 0.5531241711 |
| Sum | 4115 |
| Variance | 1.662218734 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[0. 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% | |
| 5 | 119 | 8.1% | |
| 1 | 71 | 4.8% | |
| 6 | 65 | 4.4% | |
| 0 | 54 | 3.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 54 | 3.7% | |
| 1 | 71 | 4.8% | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 65 | 4.4% | |
| 5 | 119 | 8.1% | |
| 4 | 123 | 8.4% | |
| 3 | 491 | 33.4% | |
| 2 | 547 | 37.2% |
WorkLifeBalance
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 3 | |
|---|---|
| 2 | |
| 4 | 153 |
| Value | Count | Frequency (%) | |
| 3 | 893 | 60.7% | |
| 2 | 344 | 23.4% | |
| 4 | 153 | 10.4% | |
| 1 | 80 | 5.4% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
YearsAtCompany
Numeric
| Distinct count | 37 |
|---|---|
| Unique (%) | 2.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.008163265 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros (%) | 3.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| Median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 6.126525152 |
|---|---|
| Coef of variation | 0.8741984056 |
| Kurtosis | 3.935508756 |
| Mean | 7.008163265 |
| MAD | 4.471686797 |
| Skewness | 1.764529454 |
| Sum | 10302 |
| Variance | 37.53431044 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=37)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 ... 10.5 11.5 22.5 33.5 40. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 196 | 13.3% | |
| 1 | 171 | 11.6% | |
| 3 | 128 | 8.7% | |
| 2 | 127 | 8.6% | |
| 10 | 120 | 8.2% | |
| 4 | 110 | 7.5% | |
| 7 | 90 | 6.1% | |
| 9 | 82 | 5.6% | |
| 8 | 80 | 5.4% | |
| 6 | 76 | 5.2% | |
| Other values (27) | 290 | 19.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 44 | 3.0% | |
| 1 | 171 | 11.6% | |
| 2 | 127 | 8.6% | |
| 3 | 128 | 8.7% | |
| 4 | 110 | 7.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 40 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 36 | 2 | 0.1% | |
| 34 | 1 | 0.1% | |
| 33 | 5 | 0.3% |
YearsInCurrentRole
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | 1.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.229251701 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros (%) | 16.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.623137035 |
|---|---|
| Coef of variation | 0.856685128 |
| Kurtosis | 0.4774207735 |
| Mean | 4.229251701 |
| MAD | 3.040921838 |
| Skewness | 0.9173631563 |
| Sum | 6217 |
| Variance | 13.12712197 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=19)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 6.5 7.5 9.5 11.5 18. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 372 | 25.3% | |
| 0 | 244 | 16.6% | |
| 7 | 222 | 15.1% | |
| 3 | 135 | 9.2% | |
| 4 | 104 | 7.1% | |
| 8 | 89 | 6.1% | |
| 9 | 67 | 4.6% | |
| 1 | 57 | 3.9% | |
| 6 | 37 | 2.5% | |
| 5 | 36 | 2.4% | |
| Other values (9) | 107 | 7.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 244 | 16.6% | |
| 1 | 57 | 3.9% | |
| 2 | 372 | 25.3% | |
| 3 | 135 | 9.2% | |
| 4 | 104 | 7.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 18 | 2 | 0.1% | |
| 17 | 4 | 0.3% | |
| 16 | 7 | 0.5% | |
| 15 | 8 | 0.5% | |
| 14 | 11 | 0.7% |
YearsSinceLastPromotion
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.187755102 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros (%) | 39.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 3.222430279 |
|---|---|
| Coef of variation | 1.472939213 |
| Kurtosis | 3.612673115 |
| Mean | 2.187755102 |
| MAD | 2.34689435 |
| Skewness | 1.984289983 |
| Sum | 3216 |
| Variance | 10.3840569 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=16)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 7.5 15. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 7 | 76 | 5.2% | |
| 4 | 61 | 4.1% | |
| 3 | 52 | 3.5% | |
| 5 | 45 | 3.1% | |
| 6 | 32 | 2.2% | |
| 11 | 24 | 1.6% | |
| 8 | 18 | 1.2% | |
| Other values (6) | 65 | 4.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 3 | 52 | 3.5% | |
| 4 | 61 | 4.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 15 | 13 | 0.9% | |
| 14 | 9 | 0.6% | |
| 13 | 10 | 0.7% | |
| 12 | 10 | 0.7% | |
| 11 | 24 | 1.6% |
YearsWithCurrManager
Numeric
| Distinct count | 18 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.123129252 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros (%) | 17.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range | 5 |
Descriptive statistics
| Standard deviation | 3.568136121 |
|---|---|
| Coef of variation | 0.8653951654 |
| Kurtosis | 0.1710580839 |
| Mean | 4.123129252 |
| MAD | 3.025371836 |
| Skewness | 0.833450992 |
| Sum | 6061 |
| Variance | 12.73159537 |
| Memory size | 11.6 KiB |
Histogram with fixed size bins (bins=18)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 7.5 8.5 9.5 13.5 17. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 344 | 23.4% | |
| 0 | 263 | 17.9% | |
| 7 | 216 | 14.7% | |
| 3 | 142 | 9.7% | |
| 8 | 107 | 7.3% | |
| 4 | 98 | 6.7% | |
| 1 | 76 | 5.2% | |
| 9 | 64 | 4.4% | |
| 5 | 31 | 2.1% | |
| 6 | 29 | 2.0% | |
| Other values (8) | 100 | 6.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 263 | 17.9% | |
| 1 | 76 | 5.2% | |
| 2 | 344 | 23.4% | |
| 3 | 142 | 9.7% | |
| 4 | 98 | 6.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 17 | 7 | 0.5% | |
| 16 | 2 | 0.1% | |
| 15 | 5 | 0.3% | |
| 14 | 5 | 0.3% | |
| 13 | 14 | 1.0% |
First rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | Yes | Travel_Rarely | 1102 | Sales | 1 | 2 | Life Sciences | 1 | 1 | 2 | Female | 94 | 3 | 2 | Sales Executive | 4 | Single | 5993 | 19479 | 8 | Y | Yes | 11 | 3 | 1 | 80 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 1 | 49 | No | Travel_Frequently | 279 | Research & Development | 8 | 1 | Life Sciences | 1 | 2 | 3 | Male | 61 | 2 | 2 | Research Scientist | 2 | Married | 5130 | 24907 | 1 | Y | No | 23 | 4 | 4 | 80 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 2 | 37 | Yes | Travel_Rarely | 1373 | Research & Development | 2 | 2 | Other | 1 | 4 | 4 | Male | 92 | 2 | 1 | Laboratory Technician | 3 | Single | 2090 | 2396 | 6 | Y | Yes | 15 | 3 | 2 | 80 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 3 | 33 | No | Travel_Frequently | 1392 | Research & Development | 3 | 4 | Life Sciences | 1 | 5 | 4 | Female | 56 | 3 | 1 | Research Scientist | 3 | Married | 2909 | 23159 | 1 | Y | Yes | 11 | 3 | 3 | 80 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 27 | No | Travel_Rarely | 591 | Research & Development | 2 | 1 | Medical | 1 | 7 | 1 | Male | 40 | 3 | 1 | Laboratory Technician | 2 | Married | 3468 | 16632 | 9 | Y | No | 12 | 3 | 4 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 32 | No | Travel_Frequently | 1005 | Research & Development | 2 | 2 | Life Sciences | 1 | 8 | 4 | Male | 79 | 3 | 1 | Laboratory Technician | 4 | Single | 3068 | 11864 | 0 | Y | No | 13 | 3 | 3 | 80 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 59 | No | Travel_Rarely | 1324 | Research & Development | 3 | 3 | Medical | 1 | 10 | 3 | Female | 81 | 4 | 1 | Laboratory Technician | 1 | Married | 2670 | 9964 | 4 | Y | Yes | 20 | 4 | 1 | 80 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 30 | No | Travel_Rarely | 1358 | Research & Development | 24 | 1 | Life Sciences | 1 | 11 | 4 | Male | 67 | 3 | 1 | Laboratory Technician | 3 | Divorced | 2693 | 13335 | 1 | Y | No | 22 | 4 | 2 | 80 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 38 | No | Travel_Frequently | 216 | Research & Development | 23 | 3 | Life Sciences | 1 | 12 | 4 | Male | 44 | 2 | 3 | Manufacturing Director | 3 | Single | 9526 | 8787 | 0 | Y | No | 21 | 4 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 36 | No | Travel_Rarely | 1299 | Research & Development | 27 | 3 | Medical | 1 | 13 | 3 | Male | 94 | 3 | 2 | Healthcare Representative | 3 | Married | 5237 | 16577 | 6 | Y | No | 13 | 3 | 2 | 80 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
Last rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 29 | No | Travel_Rarely | 468 | Research & Development | 28 | 4 | Medical | 1 | 2054 | 4 | Female | 73 | 2 | 1 | Research Scientist | 1 | Single | 3785 | 8489 | 1 | Y | No | 14 | 3 | 2 | 80 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 1461 | 50 | Yes | Travel_Rarely | 410 | Sales | 28 | 3 | Marketing | 1 | 2055 | 4 | Male | 39 | 2 | 3 | Sales Executive | 1 | Divorced | 10854 | 16586 | 4 | Y | Yes | 13 | 3 | 2 | 80 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
| 1462 | 39 | No | Travel_Rarely | 722 | Sales | 24 | 1 | Marketing | 1 | 2056 | 2 | Female | 60 | 2 | 4 | Sales Executive | 4 | Married | 12031 | 8828 | 0 | Y | No | 11 | 3 | 1 | 80 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 1463 | 31 | No | Non-Travel | 325 | Research & Development | 5 | 3 | Medical | 1 | 2057 | 2 | Male | 74 | 3 | 2 | Manufacturing Director | 1 | Single | 9936 | 3787 | 0 | Y | No | 19 | 3 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 1464 | 26 | No | Travel_Rarely | 1167 | Sales | 5 | 3 | Other | 1 | 2060 | 4 | Female | 30 | 2 | 1 | Sales Representative | 3 | Single | 2966 | 21378 | 0 | Y | No | 18 | 3 | 4 | 80 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 1465 | 36 | No | Travel_Frequently | 884 | Research & Development | 23 | 2 | Medical | 1 | 2061 | 3 | Male | 41 | 4 | 2 | Laboratory Technician | 4 | Married | 2571 | 12290 | 4 | Y | No | 17 | 3 | 3 | 80 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 1466 | 39 | No | Travel_Rarely | 613 | Research & Development | 6 | 1 | Medical | 1 | 2062 | 4 | Male | 42 | 2 | 3 | Healthcare Representative | 1 | Married | 9991 | 21457 | 4 | Y | No | 15 | 3 | 1 | 80 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 1467 | 27 | No | Travel_Rarely | 155 | Research & Development | 4 | 3 | Life Sciences | 1 | 2064 | 2 | Male | 87 | 4 | 2 | Manufacturing Director | 2 | Married | 6142 | 5174 | 1 | Y | Yes | 20 | 4 | 2 | 80 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 1468 | 49 | No | Travel_Frequently | 1023 | Sales | 2 | 3 | Medical | 1 | 2065 | 4 | Male | 63 | 2 | 2 | Sales Executive | 2 | Married | 5390 | 13243 | 2 | Y | No | 14 | 3 | 4 | 80 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 1469 | 34 | No | Travel_Rarely | 628 | Research & Development | 8 | 3 | Medical | 1 | 2068 | 2 | Male | 82 | 4 | 2 | Laboratory Technician | 3 | Married | 4404 | 10228 | 2 | Y | No | 12 | 3 | 1 | 80 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |